{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kJWWp8FdpqfX"
   },
   "source": [
    "# You Search Analysis Agent\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/MervinPraison/PraisonAI/blob/main/cookbooks/notebooks/you_search_analysis_agents.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JYwxIcTopqfZ"
   },
   "source": [
    "## Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "zBv5vSdLpqfa"
   },
   "outputs": [],
   "source": [
    "# Install dependencies without output\n",
    "%pip install langchain_community > /dev/null\n",
    "%pip install praisonai[crewai] > /dev/null\n",
    "%pip install duckduckgo_search > /dev/null"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aSnaCJJFpqfb"
   },
   "source": [
    "## Tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "IteZwj6Mpqfc"
   },
   "outputs": [],
   "source": [
    "# ToDo: You Search not shown as action in the output\n",
    "# Confirm if YAML for both the You and Youtube is same as per on the Blog page\n",
    "\n",
    "from praisonai_tools import BaseTool\n",
    "from langchain_community.utilities.you import YouSearchAPIWrapper\n",
    "\n",
    "class YouSearchTool(BaseTool):\n",
    "    name: str = \"You Search Tool\"\n",
    "    description: str = \"Search You.com for relevant information based on a query.\"\n",
    "\n",
    "    def _run(self, query: str):\n",
    "        api_wrapper = YouSearchAPIWrapper()\n",
    "        results = api_wrapper.results(query=query, max_results=5)\n",
    "        return results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vDSw5Pbtpqfc"
   },
   "source": [
    "## YAML Prompt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "XeiazIvkpqfc"
   },
   "outputs": [],
   "source": [
    "agent_yaml = \"\"\"\n",
    "framework: \"crewai\"\n",
    "topic: \"research about the causes of lung disease\"\n",
    "roles:\n",
    "  research_analyst:\n",
    "    role: \"Research Analyst\"\n",
    "    backstory: \"Experienced in analyzing scientific data related to respiratory health.\"\n",
    "    goal: \"Analyze data on lung diseases\"\n",
    "    tasks:\n",
    "      data_analysis:\n",
    "        description: \"Gather and analyze data on the causes and risk factors of lung diseases.\"\n",
    "        expected_output: \"Report detailing key findings on lung disease causes.\"\n",
    "    tools:\n",
    "      - \"YouSearchTool\"\n",
    "  medical_writer:\n",
    "    role: \"Medical Writer\"\n",
    "    backstory: \"Skilled in translating complex medical information into accessible content.\"\n",
    "    goal: \"Compile comprehensive content on lung disease causes\"\n",
    "    tasks:\n",
    "      content_creation:\n",
    "        description: \"Create detailed content summarizing the research findings on lung disease causes.\"\n",
    "        expected_output: \"Document outlining various causes and risk factors of lung diseases.\"\n",
    "    tools: []\n",
    "  editor:\n",
    "    role: \"Editor\"\n",
    "    backstory: \"Proficient in editing medical content for accuracy and clarity.\"\n",
    "    goal: \"Review and refine content on lung disease causes\"\n",
    "    tasks:\n",
    "      content_review:\n",
    "        description: \"Edit and refine the compiled content on lung disease causes for accuracy and coherence.\"\n",
    "        expected_output: \"Finalized document on lung disease causes ready for dissemination.\"\n",
    "    tools: []\n",
    "dependencies: []\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "864-LETxpqfd"
   },
   "source": [
    "## Main"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "8pRgXarApqfe",
    "outputId": "10902d39-838a-4db5-9e73-90ed8d1ec2c4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[95m [2024-11-02 12:32:21][DEBUG]: == Working Agent: Research Analyst\u001b[00m\n",
      "\u001b[1m\u001b[95m [2024-11-02 12:32:21][INFO]: == Starting Task: Gather and analyze data on the causes and risk factors of lung diseases.\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI now can give a great answer  \n",
      "Final Answer: \n",
      "\n",
      "**Report on the Causes and Risk Factors of Lung Diseases**\n",
      "\n",
      "**Introduction**  \n",
      "Lung diseases encompass a variety of conditions that affect the lungs' ability to function properly. Understanding the causes and risk factors associated with these diseases is crucial for prevention, early diagnosis, and effective management. This report analyzes the prevalent causes and risk factors contributing to lung diseases, including environmental, occupational, lifestyle, and genetic influences.\n",
      "\n",
      "**Key Findings**\n",
      "\n",
      "1. **Environmental Factors**  \n",
      "   a. **Air Pollution**: Exposure to pollutants such as particulate matter (PM), nitrogen dioxide (NO2), and sulfur dioxide (SO2) has been linked to increased incidences of chronic obstructive pulmonary disease (COPD) and lung cancer. Urban areas with high traffic emissions show a marked increase in respiratory ailments.  \n",
      "   b. **Secondhand Smoke**: Inhalation of smoke from tobacco products used by others is a significant risk factor for lung cancer and respiratory infections, particularly in non-smokers.  \n",
      "   c. **Indoor Air Quality**: Poor ventilation, the presence of mold, and the use of household products with volatile organic compounds (VOCs) contribute to respiratory problems.\n",
      "\n",
      "2. **Occupational Hazards**  \n",
      "   a. **Asbestos Exposure**: Asbestos fibers are a well-known carcinogen leading to mesothelioma and lung fibrosis. Workers in construction, shipbuilding, and manufacturing are at higher risk.  \n",
      "   b. **Dust and Chemical Exposure**: Occupational exposure to silica dust, coal dust, and chemicals like formaldehyde and benzene is associated with the development of pneumoconiosis and lung cancer.\n",
      "\n",
      "3. **Lifestyle Factors**  \n",
      "   a. **Smoking**: Tobacco use remains the leading cause of preventable lung diseases, including COPD and lung cancer. The risk is dose-dependent, with heavier smokers facing exponentially higher risks.  \n",
      "   b. **Obesity**: Excess body weight is associated with a higher risk of developing asthma and can worsen existing respiratory conditions by impacting lung function and inflammation.\n",
      "\n",
      "4. **Genetic Predispositions**  \n",
      "   a. **Alpha-1 Antitrypsin Deficiency**: This genetic disorder can lead to early onset emphysema and liver disease.  \n",
      "   b. **Family History**: A history of lung diseases in family members can indicate genetic susceptibility, particularly to conditions such as asthma and lung cancer.\n",
      "\n",
      "5. **Infectious Agents**  \n",
      "   a. **Viral Infections**: Respiratory viruses, such as influenza and respiratory syncytial virus (RSV), can exacerbate underlying lung conditions and contribute to the development of secondary complications like pneumonia.  \n",
      "   b. **Bacterial Infections**: Streptococcus pneumoniae and Mycobacterium tuberculosis are significant contributors to lung diseases, particularly in immunocompromised populations.\n",
      "\n",
      "6. **Socioeconomic Factors**  \n",
      "   a. **Access to Healthcare**: Individuals in lower socioeconomic groups often have limited access to healthcare resources, leading to delayed diagnoses and poor management of lung diseases.  \n",
      "   b. **Health Literacy**: Lack of awareness regarding lung health and disease prevention strategies contributes to higher incidences of respiratory illnesses in disadvantaged populations.\n",
      "\n",
      "**Conclusion**  \n",
      "The causes and risk factors of lung diseases are multifaceted, involving a combination of environmental exposures, lifestyle choices, occupational hazards, genetic predispositions, and infectious agents. A comprehensive approach that includes public health initiatives, increased awareness, and targeted interventions is essential for reducing the burden of lung diseases. Continued research is necessary to further elucidate these relationships and develop effective prevention strategies.\n",
      "\n",
      "**Recommendations**  \n",
      "- Enhance air quality regulations and promote smoke-free environments.  \n",
      "- Implement workplace safety measures to protect against occupational hazards.  \n",
      "- Foster public awareness campaigns highlighting the risks associated with smoking and obesity.  \n",
      "- Encourage genetic screening for at-risk populations to facilitate early intervention.  \n",
      "- Expand healthcare access and resources for vulnerable populations to improve respiratory health outcomes.\n",
      "\n",
      "This report serves as a foundation for understanding the complex interplay of factors that contribute to lung diseases and underscores the importance of a proactive approach in public health strategy.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[1m\u001b[92m [2024-11-02 12:32:32][DEBUG]: == [Research Analyst] Task output: **Report on the Causes and Risk Factors of Lung Diseases**\n",
      "\n",
      "**Introduction**  \n",
      "Lung diseases encompass a variety of conditions that affect the lungs' ability to function properly. Understanding the causes and risk factors associated with these diseases is crucial for prevention, early diagnosis, and effective management. This report analyzes the prevalent causes and risk factors contributing to lung diseases, including environmental, occupational, lifestyle, and genetic influences.\n",
      "\n",
      "**Key Findings**\n",
      "\n",
      "1. **Environmental Factors**  \n",
      "   a. **Air Pollution**: Exposure to pollutants such as particulate matter (PM), nitrogen dioxide (NO2), and sulfur dioxide (SO2) has been linked to increased incidences of chronic obstructive pulmonary disease (COPD) and lung cancer. Urban areas with high traffic emissions show a marked increase in respiratory ailments.  \n",
      "   b. **Secondhand Smoke**: Inhalation of smoke from tobacco products used by others is a significant risk factor for lung cancer and respiratory infections, particularly in non-smokers.  \n",
      "   c. **Indoor Air Quality**: Poor ventilation, the presence of mold, and the use of household products with volatile organic compounds (VOCs) contribute to respiratory problems.\n",
      "\n",
      "2. **Occupational Hazards**  \n",
      "   a. **Asbestos Exposure**: Asbestos fibers are a well-known carcinogen leading to mesothelioma and lung fibrosis. Workers in construction, shipbuilding, and manufacturing are at higher risk.  \n",
      "   b. **Dust and Chemical Exposure**: Occupational exposure to silica dust, coal dust, and chemicals like formaldehyde and benzene is associated with the development of pneumoconiosis and lung cancer.\n",
      "\n",
      "3. **Lifestyle Factors**  \n",
      "   a. **Smoking**: Tobacco use remains the leading cause of preventable lung diseases, including COPD and lung cancer. The risk is dose-dependent, with heavier smokers facing exponentially higher risks.  \n",
      "   b. **Obesity**: Excess body weight is associated with a higher risk of developing asthma and can worsen existing respiratory conditions by impacting lung function and inflammation.\n",
      "\n",
      "4. **Genetic Predispositions**  \n",
      "   a. **Alpha-1 Antitrypsin Deficiency**: This genetic disorder can lead to early onset emphysema and liver disease.  \n",
      "   b. **Family History**: A history of lung diseases in family members can indicate genetic susceptibility, particularly to conditions such as asthma and lung cancer.\n",
      "\n",
      "5. **Infectious Agents**  \n",
      "   a. **Viral Infections**: Respiratory viruses, such as influenza and respiratory syncytial virus (RSV), can exacerbate underlying lung conditions and contribute to the development of secondary complications like pneumonia.  \n",
      "   b. **Bacterial Infections**: Streptococcus pneumoniae and Mycobacterium tuberculosis are significant contributors to lung diseases, particularly in immunocompromised populations.\n",
      "\n",
      "6. **Socioeconomic Factors**  \n",
      "   a. **Access to Healthcare**: Individuals in lower socioeconomic groups often have limited access to healthcare resources, leading to delayed diagnoses and poor management of lung diseases.  \n",
      "   b. **Health Literacy**: Lack of awareness regarding lung health and disease prevention strategies contributes to higher incidences of respiratory illnesses in disadvantaged populations.\n",
      "\n",
      "**Conclusion**  \n",
      "The causes and risk factors of lung diseases are multifaceted, involving a combination of environmental exposures, lifestyle choices, occupational hazards, genetic predispositions, and infectious agents. A comprehensive approach that includes public health initiatives, increased awareness, and targeted interventions is essential for reducing the burden of lung diseases. Continued research is necessary to further elucidate these relationships and develop effective prevention strategies.\n",
      "\n",
      "**Recommendations**  \n",
      "- Enhance air quality regulations and promote smoke-free environments.  \n",
      "- Implement workplace safety measures to protect against occupational hazards.  \n",
      "- Foster public awareness campaigns highlighting the risks associated with smoking and obesity.  \n",
      "- Encourage genetic screening for at-risk populations to facilitate early intervention.  \n",
      "- Expand healthcare access and resources for vulnerable populations to improve respiratory health outcomes.\n",
      "\n",
      "This report serves as a foundation for understanding the complex interplay of factors that contribute to lung diseases and underscores the importance of a proactive approach in public health strategy.\n",
      "\n",
      "\u001b[00m\n",
      "\u001b[1m\u001b[95m [2024-11-02 12:32:32][DEBUG]: == Working Agent: Medical Writer\u001b[00m\n",
      "\u001b[1m\u001b[95m [2024-11-02 12:32:32][INFO]: == Starting Task: Create detailed content summarizing the research findings on lung disease causes.\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI now can give a great answer  \n",
      "Final Answer: \n",
      "\n",
      "**Report on the Causes and Risk Factors of Lung Diseases**\n",
      "\n",
      "**Introduction**  \n",
      "Lung diseases encompass a variety of conditions that affect the lungs' ability to function properly. Understanding the causes and risk factors associated with these diseases is crucial for prevention, early diagnosis, and effective management. This report analyzes the prevalent causes and risk factors contributing to lung diseases, including environmental, occupational, lifestyle, and genetic influences.\n",
      "\n",
      "**Key Findings**\n",
      "\n",
      "1. **Environmental Factors**  \n",
      "   a. **Air Pollution**: Exposure to pollutants such as particulate matter (PM), nitrogen dioxide (NO2), and sulfur dioxide (SO2) has been linked to increased incidences of chronic obstructive pulmonary disease (COPD) and lung cancer. Urban areas with high traffic emissions show a marked increase in respiratory ailments. Studies indicate that long-term exposure to these pollutants can cause inflammation and damage to lung tissues, leading to chronic respiratory conditions.  \n",
      "   b. **Secondhand Smoke**: Inhalation of smoke from tobacco products used by others is a significant risk factor for lung cancer and respiratory infections, particularly in non-smokers. Secondhand smoke contains over 7,000 chemicals, many of which are toxic and can cause cancer.  \n",
      "   c. **Indoor Air Quality**: Poor ventilation, the presence of mold, and the use of household products with volatile organic compounds (VOCs) contribute to respiratory problems. Research shows that individuals exposed to indoor pollutants are at an increased risk of asthma and other chronic lung diseases.\n",
      "\n",
      "2. **Occupational Hazards**  \n",
      "   a. **Asbestos Exposure**: Asbestos fibers are a well-known carcinogen leading to mesothelioma and lung fibrosis. Workers in construction, shipbuilding, and manufacturing are at higher risk. Asbestos exposure can cause scarring of lung tissue, leading to decreased lung function over time.  \n",
      "   b. **Dust and Chemical Exposure**: Occupational exposure to silica dust, coal dust, and chemicals like formaldehyde and benzene is associated with the development of pneumoconiosis and lung cancer. These substances can lead to chronic inflammation and fibrosis, compromising respiratory health.\n",
      "\n",
      "3. **Lifestyle Factors**  \n",
      "   a. **Smoking**: Tobacco use remains the leading cause of preventable lung diseases, including COPD and lung cancer. The risk is dose-dependent, with heavier smokers facing exponentially higher risks. Smoking damages the airways and alveoli, leading to chronic inflammation and reduced lung capacity.  \n",
      "   b. **Obesity**: Excess body weight is associated with a higher risk of developing asthma and can worsen existing respiratory conditions by impacting lung function and inflammation. Obesity can lead to mechanical restrictions on lung expansion and increased airway resistance.\n",
      "\n",
      "4. **Genetic Predispositions**  \n",
      "   a. **Alpha-1 Antitrypsin Deficiency**: This genetic disorder can lead to early onset emphysema and liver disease. Individuals with this deficiency are at a heightened risk for lung damage even in the absence of other risk factors.  \n",
      "   b. **Family History**: A history of lung diseases in family members can indicate genetic susceptibility, particularly to conditions such as asthma and lung cancer. Genetic mutations can influence how individuals respond to environmental exposures and their overall lung health.\n",
      "\n",
      "5. **Infectious Agents**  \n",
      "   a. **Viral Infections**: Respiratory viruses, such as influenza and respiratory syncytial virus (RSV), can exacerbate underlying lung conditions and contribute to the development of secondary complications like pneumonia. Viral infections can lead to airway inflammation and increased mucus production, complicating existing respiratory issues.  \n",
      "   b. **Bacterial Infections**: Streptococcus pneumoniae and Mycobacterium tuberculosis are significant contributors to lung diseases, particularly in immunocompromised populations. Tuberculosis can cause severe lung damage and is a major public health concern in areas with high prevalence.\n",
      "\n",
      "6. **Socioeconomic Factors**  \n",
      "   a. **Access to Healthcare**: Individuals in lower socioeconomic groups often have limited access to healthcare resources, leading to delayed diagnoses and poor management of lung diseases. This can exacerbate health disparities and result in worse health outcomes.  \n",
      "   b. **Health Literacy**: Lack of awareness regarding lung health and disease prevention strategies contributes to higher incidences of respiratory illnesses in disadvantaged populations. Educational initiatives are vital in empowering individuals to make informed health choices and seek medical care when necessary.\n",
      "\n",
      "**Conclusion**  \n",
      "The causes and risk factors of lung diseases are multifaceted, involving a combination of environmental exposures, lifestyle choices, occupational hazards, genetic predispositions, and infectious agents. A comprehensive approach that includes public health initiatives, increased awareness, and targeted interventions is essential for reducing the burden of lung diseases. Continued research is necessary to further elucidate these relationships and develop effective prevention strategies.\n",
      "\n",
      "**Recommendations**  \n",
      "- Enhance air quality regulations and promote smoke-free environments to reduce environmental exposures.  \n",
      "- Implement workplace safety measures to protect against occupational hazards and reduce exposure to harmful substances.  \n",
      "- Foster public awareness campaigns highlighting the risks associated with smoking and obesity, encouraging healthier lifestyle choices.  \n",
      "- Encourage genetic screening for at-risk populations to facilitate early intervention and management of genetic predispositions.  \n",
      "- Expand healthcare access and resources for vulnerable populations to improve respiratory health outcomes and ensure timely medical care.\n",
      "\n",
      "This report serves as a foundation for understanding the complex interplay of factors that contribute to lung diseases and underscores the importance of a proactive approach in public health strategy.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[1m\u001b[92m [2024-11-02 12:32:44][DEBUG]: == [Medical Writer] Task output: **Report on the Causes and Risk Factors of Lung Diseases**\n",
      "\n",
      "**Introduction**  \n",
      "Lung diseases encompass a variety of conditions that affect the lungs' ability to function properly. Understanding the causes and risk factors associated with these diseases is crucial for prevention, early diagnosis, and effective management. This report analyzes the prevalent causes and risk factors contributing to lung diseases, including environmental, occupational, lifestyle, and genetic influences.\n",
      "\n",
      "**Key Findings**\n",
      "\n",
      "1. **Environmental Factors**  \n",
      "   a. **Air Pollution**: Exposure to pollutants such as particulate matter (PM), nitrogen dioxide (NO2), and sulfur dioxide (SO2) has been linked to increased incidences of chronic obstructive pulmonary disease (COPD) and lung cancer. Urban areas with high traffic emissions show a marked increase in respiratory ailments. Studies indicate that long-term exposure to these pollutants can cause inflammation and damage to lung tissues, leading to chronic respiratory conditions.  \n",
      "   b. **Secondhand Smoke**: Inhalation of smoke from tobacco products used by others is a significant risk factor for lung cancer and respiratory infections, particularly in non-smokers. Secondhand smoke contains over 7,000 chemicals, many of which are toxic and can cause cancer.  \n",
      "   c. **Indoor Air Quality**: Poor ventilation, the presence of mold, and the use of household products with volatile organic compounds (VOCs) contribute to respiratory problems. Research shows that individuals exposed to indoor pollutants are at an increased risk of asthma and other chronic lung diseases.\n",
      "\n",
      "2. **Occupational Hazards**  \n",
      "   a. **Asbestos Exposure**: Asbestos fibers are a well-known carcinogen leading to mesothelioma and lung fibrosis. Workers in construction, shipbuilding, and manufacturing are at higher risk. Asbestos exposure can cause scarring of lung tissue, leading to decreased lung function over time.  \n",
      "   b. **Dust and Chemical Exposure**: Occupational exposure to silica dust, coal dust, and chemicals like formaldehyde and benzene is associated with the development of pneumoconiosis and lung cancer. These substances can lead to chronic inflammation and fibrosis, compromising respiratory health.\n",
      "\n",
      "3. **Lifestyle Factors**  \n",
      "   a. **Smoking**: Tobacco use remains the leading cause of preventable lung diseases, including COPD and lung cancer. The risk is dose-dependent, with heavier smokers facing exponentially higher risks. Smoking damages the airways and alveoli, leading to chronic inflammation and reduced lung capacity.  \n",
      "   b. **Obesity**: Excess body weight is associated with a higher risk of developing asthma and can worsen existing respiratory conditions by impacting lung function and inflammation. Obesity can lead to mechanical restrictions on lung expansion and increased airway resistance.\n",
      "\n",
      "4. **Genetic Predispositions**  \n",
      "   a. **Alpha-1 Antitrypsin Deficiency**: This genetic disorder can lead to early onset emphysema and liver disease. Individuals with this deficiency are at a heightened risk for lung damage even in the absence of other risk factors.  \n",
      "   b. **Family History**: A history of lung diseases in family members can indicate genetic susceptibility, particularly to conditions such as asthma and lung cancer. Genetic mutations can influence how individuals respond to environmental exposures and their overall lung health.\n",
      "\n",
      "5. **Infectious Agents**  \n",
      "   a. **Viral Infections**: Respiratory viruses, such as influenza and respiratory syncytial virus (RSV), can exacerbate underlying lung conditions and contribute to the development of secondary complications like pneumonia. Viral infections can lead to airway inflammation and increased mucus production, complicating existing respiratory issues.  \n",
      "   b. **Bacterial Infections**: Streptococcus pneumoniae and Mycobacterium tuberculosis are significant contributors to lung diseases, particularly in immunocompromised populations. Tuberculosis can cause severe lung damage and is a major public health concern in areas with high prevalence.\n",
      "\n",
      "6. **Socioeconomic Factors**  \n",
      "   a. **Access to Healthcare**: Individuals in lower socioeconomic groups often have limited access to healthcare resources, leading to delayed diagnoses and poor management of lung diseases. This can exacerbate health disparities and result in worse health outcomes.  \n",
      "   b. **Health Literacy**: Lack of awareness regarding lung health and disease prevention strategies contributes to higher incidences of respiratory illnesses in disadvantaged populations. Educational initiatives are vital in empowering individuals to make informed health choices and seek medical care when necessary.\n",
      "\n",
      "**Conclusion**  \n",
      "The causes and risk factors of lung diseases are multifaceted, involving a combination of environmental exposures, lifestyle choices, occupational hazards, genetic predispositions, and infectious agents. A comprehensive approach that includes public health initiatives, increased awareness, and targeted interventions is essential for reducing the burden of lung diseases. Continued research is necessary to further elucidate these relationships and develop effective prevention strategies.\n",
      "\n",
      "**Recommendations**  \n",
      "- Enhance air quality regulations and promote smoke-free environments to reduce environmental exposures.  \n",
      "- Implement workplace safety measures to protect against occupational hazards and reduce exposure to harmful substances.  \n",
      "- Foster public awareness campaigns highlighting the risks associated with smoking and obesity, encouraging healthier lifestyle choices.  \n",
      "- Encourage genetic screening for at-risk populations to facilitate early intervention and management of genetic predispositions.  \n",
      "- Expand healthcare access and resources for vulnerable populations to improve respiratory health outcomes and ensure timely medical care.\n",
      "\n",
      "This report serves as a foundation for understanding the complex interplay of factors that contribute to lung diseases and underscores the importance of a proactive approach in public health strategy.\n",
      "\n",
      "\u001b[00m\n",
      "\u001b[1m\u001b[95m [2024-11-02 12:32:44][DEBUG]: == Working Agent: Editor\u001b[00m\n",
      "\u001b[1m\u001b[95m [2024-11-02 12:32:44][INFO]: == Starting Task: Edit and refine the compiled content on lung disease causes for accuracy and coherence.\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI now can give a great answer  \n",
      "Final Answer: \n",
      "\n",
      "**Report on the Causes and Risk Factors of Lung Diseases**\n",
      "\n",
      "**Introduction**  \n",
      "Lung diseases encompass a variety of conditions that impair the lungs' ability to function effectively. Understanding the causes and risk factors associated with these diseases is crucial for prevention, early diagnosis, and effective management. This report analyzes the prevalent causes and risk factors contributing to lung diseases, including environmental, occupational, lifestyle, and genetic influences.\n",
      "\n",
      "**Key Findings**\n",
      "\n",
      "1. **Environmental Factors**  \n",
      "   a. **Air Pollution**: Exposure to pollutants such as particulate matter (PM), nitrogen dioxide (NO2), and sulfur dioxide (SO2) is linked to increased incidences of chronic obstructive pulmonary disease (COPD) and lung cancer. Urban areas with high traffic emissions demonstrate a marked increase in respiratory ailments. Long-term exposure to these pollutants can cause inflammation and damage to lung tissues, resulting in chronic respiratory conditions.  \n",
      "   b. **Secondhand Smoke**: Inhalation of smoke from tobacco products used by others is a significant risk factor for lung cancer and respiratory infections, particularly in non-smokers. Secondhand smoke contains over 7,000 chemicals, many of which are toxic and can contribute to cancer development.  \n",
      "   c. **Indoor Air Quality**: Poor ventilation, the presence of mold, and the use of household products containing volatile organic compounds (VOCs) can lead to respiratory problems. Research indicates that individuals exposed to indoor pollutants are at an increased risk for asthma and other chronic lung diseases.\n",
      "\n",
      "2. **Occupational Hazards**  \n",
      "   a. **Asbestos Exposure**: Asbestos fibers are a well-known carcinogen leading to mesothelioma and lung fibrosis. Workers in construction, shipbuilding, and manufacturing are at higher risk. Asbestos exposure can cause scarring of lung tissue, resulting in decreased lung function over time.  \n",
      "   b. **Dust and Chemical Exposure**: Occupational exposure to silica dust, coal dust, and chemicals such as formaldehyde and benzene is associated with the development of pneumoconiosis and lung cancer. These substances can lead to chronic inflammation and fibrosis, severely compromising respiratory health.\n",
      "\n",
      "3. **Lifestyle Factors**  \n",
      "   a. **Smoking**: Tobacco use remains the leading cause of preventable lung diseases, including COPD and lung cancer. The risk is dose-dependent, with heavier smokers facing exponentially higher risks. Smoking damages the airways and alveoli, leading to chronic inflammation and reduced lung capacity.  \n",
      "   b. **Obesity**: Excess body weight is associated with a higher risk of developing asthma and can exacerbate existing respiratory conditions by negatively impacting lung function and increasing inflammation. Obesity may result in mechanical restrictions on lung expansion and increased airway resistance.\n",
      "\n",
      "4. **Genetic Predispositions**  \n",
      "   a. **Alpha-1 Antitrypsin Deficiency**: This genetic disorder can lead to early onset emphysema and liver disease. Individuals with this deficiency are at an increased risk for lung damage, even in the absence of other risk factors.  \n",
      "   b. **Family History**: A history of lung diseases among family members may indicate genetic susceptibility, especially to conditions such as asthma and lung cancer. Genetic mutations can influence individuals' responses to environmental exposures and their overall lung health.\n",
      "\n",
      "5. **Infectious Agents**  \n",
      "   a. **Viral Infections**: Respiratory viruses, including influenza and respiratory syncytial virus (RSV), can exacerbate underlying lung conditions and contribute to secondary complications like pneumonia. Viral infections can lead to airway inflammation and increased mucus production, complicating existing respiratory issues.  \n",
      "   b. **Bacterial Infections**: Pathogens such as Streptococcus pneumoniae and Mycobacterium tuberculosis are significant contributors to lung diseases, particularly in immunocompromised populations. Tuberculosis can cause severe lung damage and poses a major public health concern in areas with high prevalence.\n",
      "\n",
      "6. **Socioeconomic Factors**  \n",
      "   a. **Access to Healthcare**: Individuals from lower socioeconomic backgrounds often have limited access to healthcare resources, which can result in delayed diagnoses and poor management of lung diseases. This exacerbates health disparities and leads to worse health outcomes.  \n",
      "   b. **Health Literacy**: A lack of awareness regarding lung health and disease prevention strategies contributes to higher incidences of respiratory illnesses in disadvantaged populations. Educational initiatives are vital for empowering individuals to make informed health choices and seek medical care when necessary.\n",
      "\n",
      "**Conclusion**  \n",
      "The causes and risk factors of lung diseases are multifaceted, involving a combination of environmental exposures, lifestyle choices, occupational hazards, genetic predispositions, and infectious agents. A comprehensive approach that includes public health initiatives, increased awareness, and targeted interventions is essential for reducing the burden of lung diseases. Continued research is necessary to further elucidate these relationships and develop effective prevention strategies.\n",
      "\n",
      "**Recommendations**  \n",
      "- Enhance air quality regulations and promote smoke-free environments to reduce environmental exposures.  \n",
      "- Implement workplace safety measures to protect against occupational hazards and minimize exposure to harmful substances.  \n",
      "- Foster public awareness campaigns that highlight the risks associated with smoking and obesity, encouraging healthier lifestyle choices.  \n",
      "- Encourage genetic screening for at-risk populations to facilitate early intervention and management of genetic predispositions.  \n",
      "- Expand healthcare access and resources for vulnerable populations to improve respiratory health outcomes and ensure timely medical care.\n",
      "\n",
      "This report serves as a foundation for understanding the complex interplay of factors contributing to lung diseases and underscores the importance of a proactive approach in public health strategy.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[1m\u001b[92m [2024-11-02 12:32:59][DEBUG]: == [Editor] Task output: **Report on the Causes and Risk Factors of Lung Diseases**\n",
      "\n",
      "**Introduction**  \n",
      "Lung diseases encompass a variety of conditions that impair the lungs' ability to function effectively. Understanding the causes and risk factors associated with these diseases is crucial for prevention, early diagnosis, and effective management. This report analyzes the prevalent causes and risk factors contributing to lung diseases, including environmental, occupational, lifestyle, and genetic influences.\n",
      "\n",
      "**Key Findings**\n",
      "\n",
      "1. **Environmental Factors**  \n",
      "   a. **Air Pollution**: Exposure to pollutants such as particulate matter (PM), nitrogen dioxide (NO2), and sulfur dioxide (SO2) is linked to increased incidences of chronic obstructive pulmonary disease (COPD) and lung cancer. Urban areas with high traffic emissions demonstrate a marked increase in respiratory ailments. Long-term exposure to these pollutants can cause inflammation and damage to lung tissues, resulting in chronic respiratory conditions.  \n",
      "   b. **Secondhand Smoke**: Inhalation of smoke from tobacco products used by others is a significant risk factor for lung cancer and respiratory infections, particularly in non-smokers. Secondhand smoke contains over 7,000 chemicals, many of which are toxic and can contribute to cancer development.  \n",
      "   c. **Indoor Air Quality**: Poor ventilation, the presence of mold, and the use of household products containing volatile organic compounds (VOCs) can lead to respiratory problems. Research indicates that individuals exposed to indoor pollutants are at an increased risk for asthma and other chronic lung diseases.\n",
      "\n",
      "2. **Occupational Hazards**  \n",
      "   a. **Asbestos Exposure**: Asbestos fibers are a well-known carcinogen leading to mesothelioma and lung fibrosis. Workers in construction, shipbuilding, and manufacturing are at higher risk. Asbestos exposure can cause scarring of lung tissue, resulting in decreased lung function over time.  \n",
      "   b. **Dust and Chemical Exposure**: Occupational exposure to silica dust, coal dust, and chemicals such as formaldehyde and benzene is associated with the development of pneumoconiosis and lung cancer. These substances can lead to chronic inflammation and fibrosis, severely compromising respiratory health.\n",
      "\n",
      "3. **Lifestyle Factors**  \n",
      "   a. **Smoking**: Tobacco use remains the leading cause of preventable lung diseases, including COPD and lung cancer. The risk is dose-dependent, with heavier smokers facing exponentially higher risks. Smoking damages the airways and alveoli, leading to chronic inflammation and reduced lung capacity.  \n",
      "   b. **Obesity**: Excess body weight is associated with a higher risk of developing asthma and can exacerbate existing respiratory conditions by negatively impacting lung function and increasing inflammation. Obesity may result in mechanical restrictions on lung expansion and increased airway resistance.\n",
      "\n",
      "4. **Genetic Predispositions**  \n",
      "   a. **Alpha-1 Antitrypsin Deficiency**: This genetic disorder can lead to early onset emphysema and liver disease. Individuals with this deficiency are at an increased risk for lung damage, even in the absence of other risk factors.  \n",
      "   b. **Family History**: A history of lung diseases among family members may indicate genetic susceptibility, especially to conditions such as asthma and lung cancer. Genetic mutations can influence individuals' responses to environmental exposures and their overall lung health.\n",
      "\n",
      "5. **Infectious Agents**  \n",
      "   a. **Viral Infections**: Respiratory viruses, including influenza and respiratory syncytial virus (RSV), can exacerbate underlying lung conditions and contribute to secondary complications like pneumonia. Viral infections can lead to airway inflammation and increased mucus production, complicating existing respiratory issues.  \n",
      "   b. **Bacterial Infections**: Pathogens such as Streptococcus pneumoniae and Mycobacterium tuberculosis are significant contributors to lung diseases, particularly in immunocompromised populations. Tuberculosis can cause severe lung damage and poses a major public health concern in areas with high prevalence.\n",
      "\n",
      "6. **Socioeconomic Factors**  \n",
      "   a. **Access to Healthcare**: Individuals from lower socioeconomic backgrounds often have limited access to healthcare resources, which can result in delayed diagnoses and poor management of lung diseases. This exacerbates health disparities and leads to worse health outcomes.  \n",
      "   b. **Health Literacy**: A lack of awareness regarding lung health and disease prevention strategies contributes to higher incidences of respiratory illnesses in disadvantaged populations. Educational initiatives are vital for empowering individuals to make informed health choices and seek medical care when necessary.\n",
      "\n",
      "**Conclusion**  \n",
      "The causes and risk factors of lung diseases are multifaceted, involving a combination of environmental exposures, lifestyle choices, occupational hazards, genetic predispositions, and infectious agents. A comprehensive approach that includes public health initiatives, increased awareness, and targeted interventions is essential for reducing the burden of lung diseases. Continued research is necessary to further elucidate these relationships and develop effective prevention strategies.\n",
      "\n",
      "**Recommendations**  \n",
      "- Enhance air quality regulations and promote smoke-free environments to reduce environmental exposures.  \n",
      "- Implement workplace safety measures to protect against occupational hazards and minimize exposure to harmful substances.  \n",
      "- Foster public awareness campaigns that highlight the risks associated with smoking and obesity, encouraging healthier lifestyle choices.  \n",
      "- Encourage genetic screening for at-risk populations to facilitate early intervention and management of genetic predispositions.  \n",
      "- Expand healthcare access and resources for vulnerable populations to improve respiratory health outcomes and ensure timely medical care.\n",
      "\n",
      "This report serves as a foundation for understanding the complex interplay of factors contributing to lung diseases and underscores the importance of a proactive approach in public health strategy.\n",
      "\n",
      "\u001b[00m\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">### Task Output ###\n",
       "**Report on the Causes and Risk Factors of Lung Diseases**\n",
       "\n",
       "**Introduction**  \n",
       "Lung diseases encompass a variety of conditions that impair the lungs' ability to function effectively. \n",
       "Understanding the causes and risk factors associated with these diseases is crucial for prevention, early \n",
       "diagnosis, and effective management. This report analyzes the prevalent causes and risk factors contributing to \n",
       "lung diseases, including environmental, occupational, lifestyle, and genetic influences.\n",
       "\n",
       "**Key Findings**\n",
       "\n",
       "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span>. **Environmental Factors**  \n",
       "   a. **Air Pollution**: Exposure to pollutants such as particulate matter <span style=\"font-weight: bold\">(</span>PM<span style=\"font-weight: bold\">)</span>, nitrogen dioxide <span style=\"font-weight: bold\">(</span>NO2<span style=\"font-weight: bold\">)</span>, and sulfur\n",
       "dioxide <span style=\"font-weight: bold\">(</span>SO2<span style=\"font-weight: bold\">)</span> is linked to increased incidences of chronic obstructive pulmonary disease <span style=\"font-weight: bold\">(</span>COPD<span style=\"font-weight: bold\">)</span> and lung cancer. \n",
       "Urban areas with high traffic emissions demonstrate a marked increase in respiratory ailments. Long-term exposure \n",
       "to these pollutants can cause inflammation and damage to lung tissues, resulting in chronic respiratory conditions.\n",
       "   b. **Secondhand Smoke**: Inhalation of smoke from tobacco products used by others is a significant risk factor \n",
       "for lung cancer and respiratory infections, particularly in non-smokers. Secondhand smoke contains over <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">7</span>,<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">000</span> \n",
       "chemicals, many of which are toxic and can contribute to cancer development.  \n",
       "   c. **Indoor Air Quality**: Poor ventilation, the presence of mold, and the use of household products containing \n",
       "volatile organic compounds <span style=\"font-weight: bold\">(</span>VOCs<span style=\"font-weight: bold\">)</span> can lead to respiratory problems. Research indicates that individuals exposed to \n",
       "indoor pollutants are at an increased risk for asthma and other chronic lung diseases.\n",
       "\n",
       "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>. **Occupational Hazards**  \n",
       "   a. **Asbestos Exposure**: Asbestos fibers are a well-known carcinogen leading to mesothelioma and lung fibrosis.\n",
       "Workers in construction, shipbuilding, and manufacturing are at higher risk. Asbestos exposure can cause scarring \n",
       "of lung tissue, resulting in decreased lung function over time.  \n",
       "   b. **Dust and Chemical Exposure**: Occupational exposure to silica dust, coal dust, and chemicals such as \n",
       "formaldehyde and benzene is associated with the development of pneumoconiosis and lung cancer. These substances can\n",
       "lead to chronic inflammation and fibrosis, severely compromising respiratory health.\n",
       "\n",
       "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>. **Lifestyle Factors**  \n",
       "   a. **Smoking**: Tobacco use remains the leading cause of preventable lung diseases, including COPD and lung \n",
       "cancer. The risk is dose-dependent, with heavier smokers facing exponentially higher risks. Smoking damages the \n",
       "airways and alveoli, leading to chronic inflammation and reduced lung capacity.  \n",
       "   b. **Obesity**: Excess body weight is associated with a higher risk of developing asthma and can exacerbate \n",
       "existing respiratory conditions by negatively impacting lung function and increasing inflammation. Obesity may \n",
       "result in mechanical restrictions on lung expansion and increased airway resistance.\n",
       "\n",
       "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>. **Genetic Predispositions**  \n",
       "   a. **Alpha-<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span> Antitrypsin Deficiency**: This genetic disorder can lead to early onset emphysema and liver \n",
       "disease. Individuals with this deficiency are at an increased risk for lung damage, even in the absence of other \n",
       "risk factors.  \n",
       "   b. **Family History**: A history of lung diseases among family members may indicate genetic susceptibility, \n",
       "especially to conditions such as asthma and lung cancer. Genetic mutations can influence individuals' responses to \n",
       "environmental exposures and their overall lung health.\n",
       "\n",
       "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span>. **Infectious Agents**  \n",
       "   a. **Viral Infections**: Respiratory viruses, including influenza and respiratory syncytial virus <span style=\"font-weight: bold\">(</span>RSV<span style=\"font-weight: bold\">)</span>, can \n",
       "exacerbate underlying lung conditions and contribute to secondary complications like pneumonia. Viral infections \n",
       "can lead to airway inflammation and increased mucus production, complicating existing respiratory issues.  \n",
       "   b. **Bacterial Infections**: Pathogens such as Streptococcus pneumoniae and Mycobacterium tuberculosis are \n",
       "significant contributors to lung diseases, particularly in immunocompromised populations. Tuberculosis can cause \n",
       "severe lung damage and poses a major public health concern in areas with high prevalence.\n",
       "\n",
       "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">6</span>. **Socioeconomic Factors**  \n",
       "   a. **Access to Healthcare**: Individuals from lower socioeconomic backgrounds often have limited access to \n",
       "healthcare resources, which can result in delayed diagnoses and poor management of lung diseases. This exacerbates \n",
       "health disparities and leads to worse health outcomes.  \n",
       "   b. **Health Literacy**: A lack of awareness regarding lung health and disease prevention strategies contributes \n",
       "to higher incidences of respiratory illnesses in disadvantaged populations. Educational initiatives are vital for \n",
       "empowering individuals to make informed health choices and seek medical care when necessary.\n",
       "\n",
       "**Conclusion**  \n",
       "The causes and risk factors of lung diseases are multifaceted, involving a combination of environmental exposures, \n",
       "lifestyle choices, occupational hazards, genetic predispositions, and infectious agents. A comprehensive approach \n",
       "that includes public health initiatives, increased awareness, and targeted interventions is essential for reducing \n",
       "the burden of lung diseases. Continued research is necessary to further elucidate these relationships and develop \n",
       "effective prevention strategies.\n",
       "\n",
       "**Recommendations**  \n",
       "- Enhance air quality regulations and promote smoke-free environments to reduce environmental exposures.  \n",
       "- Implement workplace safety measures to protect against occupational hazards and minimize exposure to harmful \n",
       "substances.  \n",
       "- Foster public awareness campaigns that highlight the risks associated with smoking and obesity, encouraging \n",
       "healthier lifestyle choices.  \n",
       "- Encourage genetic screening for at-risk populations to facilitate early intervention and management of genetic \n",
       "predispositions.  \n",
       "- Expand healthcare access and resources for vulnerable populations to improve respiratory health outcomes and \n",
       "ensure timely medical care.\n",
       "\n",
       "This report serves as a foundation for understanding the complex interplay of factors contributing to lung diseases\n",
       "and underscores the importance of a proactive approach in public health strategy.\n",
       "</pre>\n"
      ],
      "text/plain": [
       "### Task Output ###\n",
       "**Report on the Causes and Risk Factors of Lung Diseases**\n",
       "\n",
       "**Introduction**  \n",
       "Lung diseases encompass a variety of conditions that impair the lungs' ability to function effectively. \n",
       "Understanding the causes and risk factors associated with these diseases is crucial for prevention, early \n",
       "diagnosis, and effective management. This report analyzes the prevalent causes and risk factors contributing to \n",
       "lung diseases, including environmental, occupational, lifestyle, and genetic influences.\n",
       "\n",
       "**Key Findings**\n",
       "\n",
       "\u001b[1;36m1\u001b[0m. **Environmental Factors**  \n",
       "   a. **Air Pollution**: Exposure to pollutants such as particulate matter \u001b[1m(\u001b[0mPM\u001b[1m)\u001b[0m, nitrogen dioxide \u001b[1m(\u001b[0mNO2\u001b[1m)\u001b[0m, and sulfur\n",
       "dioxide \u001b[1m(\u001b[0mSO2\u001b[1m)\u001b[0m is linked to increased incidences of chronic obstructive pulmonary disease \u001b[1m(\u001b[0mCOPD\u001b[1m)\u001b[0m and lung cancer. \n",
       "Urban areas with high traffic emissions demonstrate a marked increase in respiratory ailments. Long-term exposure \n",
       "to these pollutants can cause inflammation and damage to lung tissues, resulting in chronic respiratory conditions.\n",
       "   b. **Secondhand Smoke**: Inhalation of smoke from tobacco products used by others is a significant risk factor \n",
       "for lung cancer and respiratory infections, particularly in non-smokers. Secondhand smoke contains over \u001b[1;36m7\u001b[0m,\u001b[1;36m000\u001b[0m \n",
       "chemicals, many of which are toxic and can contribute to cancer development.  \n",
       "   c. **Indoor Air Quality**: Poor ventilation, the presence of mold, and the use of household products containing \n",
       "volatile organic compounds \u001b[1m(\u001b[0mVOCs\u001b[1m)\u001b[0m can lead to respiratory problems. Research indicates that individuals exposed to \n",
       "indoor pollutants are at an increased risk for asthma and other chronic lung diseases.\n",
       "\n",
       "\u001b[1;36m2\u001b[0m. **Occupational Hazards**  \n",
       "   a. **Asbestos Exposure**: Asbestos fibers are a well-known carcinogen leading to mesothelioma and lung fibrosis.\n",
       "Workers in construction, shipbuilding, and manufacturing are at higher risk. Asbestos exposure can cause scarring \n",
       "of lung tissue, resulting in decreased lung function over time.  \n",
       "   b. **Dust and Chemical Exposure**: Occupational exposure to silica dust, coal dust, and chemicals such as \n",
       "formaldehyde and benzene is associated with the development of pneumoconiosis and lung cancer. These substances can\n",
       "lead to chronic inflammation and fibrosis, severely compromising respiratory health.\n",
       "\n",
       "\u001b[1;36m3\u001b[0m. **Lifestyle Factors**  \n",
       "   a. **Smoking**: Tobacco use remains the leading cause of preventable lung diseases, including COPD and lung \n",
       "cancer. The risk is dose-dependent, with heavier smokers facing exponentially higher risks. Smoking damages the \n",
       "airways and alveoli, leading to chronic inflammation and reduced lung capacity.  \n",
       "   b. **Obesity**: Excess body weight is associated with a higher risk of developing asthma and can exacerbate \n",
       "existing respiratory conditions by negatively impacting lung function and increasing inflammation. Obesity may \n",
       "result in mechanical restrictions on lung expansion and increased airway resistance.\n",
       "\n",
       "\u001b[1;36m4\u001b[0m. **Genetic Predispositions**  \n",
       "   a. **Alpha-\u001b[1;36m1\u001b[0m Antitrypsin Deficiency**: This genetic disorder can lead to early onset emphysema and liver \n",
       "disease. Individuals with this deficiency are at an increased risk for lung damage, even in the absence of other \n",
       "risk factors.  \n",
       "   b. **Family History**: A history of lung diseases among family members may indicate genetic susceptibility, \n",
       "especially to conditions such as asthma and lung cancer. Genetic mutations can influence individuals' responses to \n",
       "environmental exposures and their overall lung health.\n",
       "\n",
       "\u001b[1;36m5\u001b[0m. **Infectious Agents**  \n",
       "   a. **Viral Infections**: Respiratory viruses, including influenza and respiratory syncytial virus \u001b[1m(\u001b[0mRSV\u001b[1m)\u001b[0m, can \n",
       "exacerbate underlying lung conditions and contribute to secondary complications like pneumonia. Viral infections \n",
       "can lead to airway inflammation and increased mucus production, complicating existing respiratory issues.  \n",
       "   b. **Bacterial Infections**: Pathogens such as Streptococcus pneumoniae and Mycobacterium tuberculosis are \n",
       "significant contributors to lung diseases, particularly in immunocompromised populations. Tuberculosis can cause \n",
       "severe lung damage and poses a major public health concern in areas with high prevalence.\n",
       "\n",
       "\u001b[1;36m6\u001b[0m. **Socioeconomic Factors**  \n",
       "   a. **Access to Healthcare**: Individuals from lower socioeconomic backgrounds often have limited access to \n",
       "healthcare resources, which can result in delayed diagnoses and poor management of lung diseases. This exacerbates \n",
       "health disparities and leads to worse health outcomes.  \n",
       "   b. **Health Literacy**: A lack of awareness regarding lung health and disease prevention strategies contributes \n",
       "to higher incidences of respiratory illnesses in disadvantaged populations. Educational initiatives are vital for \n",
       "empowering individuals to make informed health choices and seek medical care when necessary.\n",
       "\n",
       "**Conclusion**  \n",
       "The causes and risk factors of lung diseases are multifaceted, involving a combination of environmental exposures, \n",
       "lifestyle choices, occupational hazards, genetic predispositions, and infectious agents. A comprehensive approach \n",
       "that includes public health initiatives, increased awareness, and targeted interventions is essential for reducing \n",
       "the burden of lung diseases. Continued research is necessary to further elucidate these relationships and develop \n",
       "effective prevention strategies.\n",
       "\n",
       "**Recommendations**  \n",
       "- Enhance air quality regulations and promote smoke-free environments to reduce environmental exposures.  \n",
       "- Implement workplace safety measures to protect against occupational hazards and minimize exposure to harmful \n",
       "substances.  \n",
       "- Foster public awareness campaigns that highlight the risks associated with smoking and obesity, encouraging \n",
       "healthier lifestyle choices.  \n",
       "- Encourage genetic screening for at-risk populations to facilitate early intervention and management of genetic \n",
       "predispositions.  \n",
       "- Expand healthcare access and resources for vulnerable populations to improve respiratory health outcomes and \n",
       "ensure timely medical care.\n",
       "\n",
       "This report serves as a foundation for understanding the complex interplay of factors contributing to lung diseases\n",
       "and underscores the importance of a proactive approach in public health strategy.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from praisonai import PraisonAI\n",
    "from google.colab import userdata\n",
    "\n",
    "# Create a PraisonAI instance with the agent_yaml content\n",
    "praisonai = PraisonAI(agent_yaml=agent_yaml, tools=[YouSearchTool])\n",
    "\n",
    "# Add OPENAI_API_KEY Secrets to Google Colab on the Left Hand Side 🔑 or Enter Manually Below\n",
    "os.environ[\"OPENAI_API_KEY\"] = userdata.get('OPENAI_API_KEY') or \"ENTER OPENAI_API_KEY HERE\"\n",
    "os.environ[\"OPENAI_MODEL_NAME\"] = \"gpt-5-nano\"\n",
    "\n",
    "# Run PraisonAI\n",
    "result = praisonai.run()\n",
    "\n",
    "# Print the result\n",
    "print(result) # 8/10\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "oyaHcC9b3KgO"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "name": "python3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
